a
    Pf                     @   s<  d dl Zd dlZd dlmZmZ d dlZd dlmZm	Z	m
Z
mZ d dlmZ ejdd Zejdd ZG dd	 d	Zejd
g g fdgedfddgg fddgg fdgg fejdddgf edddfejddddgf edddfgdd Zejdg edfdgg fgdd Zdd Zdd Zdd Zdd Zdd  Zd!d" Zd#d$ Zd%d& Z d'd( Z!d)d* Z"d+d, Z#d-d. Z$d/d0 Z%d1d2 Z&G d3d4 d4Z'd5d6 Z(d7d8 Z)d9d: Z*d;d< Z+d=d> Z,d?d@ Z-ejdAg dBg dCgdDdE Z.dFdG Z/dHdI Z0dJdK Z1dLdM Z2dNdO Z3dPdQ Z4dRdS Z5dTdU Z6dVdW Z7dS )X    N)IndexingErrorPerformanceWarning)	DataFrameIndex
MultiIndexSeriesc                   C   s   t g dgg dgdgdS )zsingle level MultiIndex)foobarbazZqux)r            first)levelscodesnames)r    r   r   b/var/www/ai-form-bot/venv/lib/python3.9/site-packages/pandas/tests/indexing/multiindex/test_loc.pysingle_level_multiindex   s    r   c                  C   sF   ddgg dg} g dg dg}t | |d}ttjdd|d	S )
Nr   r   r   r   r   )r   r   r   r   r   r   )r   r   r   r   r   r   )r   r   r   )   r   index)r   r   nprandomdefault_rngstandard_normal)r   r   r   r   r   r   %frame_random_data_integer_multi_index   s    r   c                   @   sX  e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
dd Zejdddgddgfdgg fddgg fgdd Zdd Zdd Zdd  Zd!d" Zd#d$ Zejd%eeeeejeefejd&eeeeejeefd'd( Zd)d* Zejd+d,d-gd.d/ Zejd0ed1d2fd3ej fgd4d5 Z!d6d7 Z"d8d9 Z#d:d; Z$d1S )<TestMultiIndexLocc                 C   sV   |}d|j d< |j d dks J | }ttd|_d|j d< |j d dksRJ d S )N   )r	   twoBr      )r    r   )loccopylistrangecolumns)self multiindex_dataframe_random_dataframedfr   r   r   &test_loc_setitem_frame_with_multiindex$   s    

z8TestMultiIndexLoc.test_loc_setitem_frame_with_multiindexc                 C   s*  |}ddddddddddddd	d
d	d	d	dd}t |}|||d}|jddgd}d}tt, t|j| |jdd   W d    n1 s0    Y  |j	dd}|d u sJ |j| }t
jdgd |d}t
jd	gd |d}	tj||	gddgd}
t dg di|
d}t|| d S )Ni  iX     M    )r   r   r   r      g      @      @      )amountcolnum)r6   r7   r6   r7   )keys)r2   r3   r   T)Zinplacer   dtyper   r5   )r.   r/   r0   r   )r   Zastype	set_indextmZassert_produces_warningr   assert_frame_equalr$   iloc
sort_indexr   arrayr   from_arrays)r)   Zany_real_numpy_dtyper:   datar,   keyZreturn_valueresZcol_arrZyear_arrr   expectedr   r   r   test_loc_getitem_general/   s&    :
z*TestMultiIndexLoc.test_loc_getitem_generalc                 C   sp   t tjddg dg dgg dg dgd}tjtdd	 |jd  W d    n1 sb0    Y  d S 
Nr   r   r   r   r   r1   r      
   r1   r1   rL   rL   rM   r3   r(   r   z^2$match	r   r   r   r   r   pytestraisesKeyErrorr$   r)   r,   r   r   r   0test_loc_getitem_multiindex_missing_label_raisesL   s    zBTestMultiIndexLoc.test_loc_getitem_multiindex_missing_label_raisesc                 C   s:   |d }| |jdd }|jddg }t|| d S )NA1   3   )  r   rM   )r\   r      )reindexr   r$   r=   assert_series_equal)r)   /multiindex_year_month_day_dataframe_random_dataserrF   resultr   r   r   /test_loc_getitem_list_of_tuples_with_multiindexW   s    zATestMultiIndexLoc.test_loc_getitem_list_of_tuples_with_multiindexc                 C   s   t g dg dg}t|tdtjd}tddg}tg dt ddgg dgtjd}|j| }t|| |jddg }t|| tddgdd	gd
}|j| }t|| tg tjd}tg t |j	g g gtjdtjd}|j| }t|| d S )Nr   r   r   rY   r"   C	   r   rC   r:   r   r   r   r   r   r   r#   rL   rC   r   r:   r   r   )rC   r:   r   r   r:   r   r:   )
r   from_productr   r'   r   float64r$   r=   r_   r   )r)   r   xyrF   rb   y1emptyr   r   r   test_loc_getitem_series_   s.    


z)TestMultiIndexLoc.test_loc_getitem_seriesc                 C   s   t g dg dg}t|tdtjd}tddg}tg dt ddgg dgtjd}|j| }t	|| tg }tg t |j
g g gtjd	d
d}|j| }t	|| td}tg dg dtjd}|j| }t	|| d S )Nrd   re   rg   rh   r   r   ri   rj   rk   rn   rl   r   )r   rm   r   r'   r   rn   rA   r$   r=   r_   r   int64)r)   r   ro   rp   rF   rb   rr   Zscalarr   r   r   test_loc_getitem_array~   s,    




z(TestMultiIndexLoc.test_loc_getitem_arrayc                 C   s  t tjddg dg dgg dg dgd}|jddg d}|jd	 }t	|| |jd d dgf jddd
}|jd d df }t	|| |jdgdgf djddd
}|jd jd d df }t	|| |jddg }|jd }t	|| d S )Nr   rI   )irv   j)rY   rY   r"   )Xrx   YrP   r   r   rv   axisrw   )rv   rx   
r   r   r   r   r   r?   	droplevelr$   r=   r>   r)   r,   rF   rb   r   r   r   test_loc_multiindex_labels   s"    
"
z,TestMultiIndexLoc.test_loc_multiindex_labelsc                 C   sb   t tjddg dg dgg dg dgd}|jdd	g d}|jd
 }t	|| d S )Nr   rI   rJ   rK   rN   rO   rP   r   r   r1   r|   r~   r   r   r   test_loc_multiindex_ints   s    
z*TestMultiIndexLoc.test_loc_multiindex_intsc                 C   sp   t tjddg dg dgg dg dgd}tjtdd	 |jd  W d    n1 sb0    Y  d S rH   rS   rW   r   r   r   (test_loc_multiindex_missing_label_raises   s    z:TestMultiIndexLoc.test_loc_multiindex_missing_label_raiseszkey, posr   r1   r   r   r   c                 C   sp   t tjddg dg dgg dg dgd}tjtdd	 |j|  W d    n1 sb0    Y  d S )
Nr   rI   rJ   rK   rN   rO   rP   znot in indexrQ   rS   )r)   rD   posr,   r   r   r   &test_loc_multiindex_list_missing_label   s    z8TestMultiIndexLoc.test_loc_multiindex_list_missing_labelc                 C   s   t tdtddgddgddggd}tjtd	d
 |jd  W d    n1 sV0    Y  tjtdd
 |jd  W d    n1 s0    Y  tjtdd
 |jd  W d    n1 s0    Y  d S )NrL   abcdefr   z^\('a', 'b'\)$rQ   r   r   z^\('a', 'd', 'g'\)$)r   r   gzToo many indexers)r   r   r   rw   )	r   r'   r   rm   rT   rU   rV   r$   r   )r)   sr   r   r   (test_loc_multiindex_too_many_dims_raises   s    ((z:TestMultiIndexLoc.test_loc_multiindex_too_many_dims_raisesc                 C   s   dd t dD }dd t dD }t||g}dtjdd d	 }t||d
}|| }t	|| tt
dddtg dg dgd}|jddgfd d f }|jddg }t	|| d S )Nc                 S   s   g | ]}d t | qS )	Attributestr.0rv   r   r   r   
<listcomp>       zFTestMultiIndexLoc.test_loc_multiindex_indexer_none.<locals>.<listcomp>r   c                 S   s   g | ]}d t | qS )Valuer   r   r   r   r   r      r   r   g?r   )rM   r   g      ?r(   r3   r   r   r   r1   rd   r   )r'   r   rm   r   r   r   r   r   r=   r>   arangereshaper$   )r)   
attributesZattribute_valuesr   r,   rb   rF   r   r   r    test_loc_multiindex_indexer_none   s    z2TestMultiIndexLoc.test_loc_multiindex_indexer_nonec                 C   s   t tjdddttdg dg}|jd d ddf }|jdd	ddf }t|| |jd d	ddf }t|| |jdd ddf }t|| t tjdddttdg dg}|j	g d
 }|jdd	dddf }t|| d S )N   rt   r9   r   r   r   r   r   r   r   r1   )r   r#   rL   r3   r]      r   )
r   r   r   r   rm   r'   r$   r=   r_   r?   )r)   r   rF   rb   r   r   r   test_loc_multiindex_incomplete   s$    z0TestMultiIndexLoc.test_loc_multiindex_incompletec                 C   s:   |}t tjdt||d}|jD ]}||  q(d S )Nr   r   )r   r   r   r   r   lenvalues)r)   r   Zsingle_levelr   kr   r   r   test_get_loc_single_level  s    
z+TestMultiIndexLoc.test_get_loc_single_levelc                 C   s  t g dddgg}ttjdd||}|jddd d f }|}t	|| t g dddgg}ttjdd||}|jd	d
d d f }|j
dd  }t	|| |jdd d f }|j
dd }ddg|_t	|| |jd d df }|d }t	|| d S )N)r   r#   rL   r   r   r   )r   r   r   rL   rM         r   r   rM   r   )r   rm   r   r   r   r   r   r$   r=   r>   r?   r   )r)   r   r,   rb   rF   r   r   r   test_loc_getitem_int_slice!  s"    
z,TestMultiIndexLoc.test_loc_getitem_int_sliceindexer_type_1indexer_type_2c                    s   dd  g d}g d}t ||g}ttjt|dd|dgd}d	d
gddgf}||f}t fddt||D }	|tu s|tu rt	j
tdd |j|	df  W d    n1 s0    Y  d S |j|	df }
tg ddt |d}t|
| d S )Nc                 S   s,   | t jkrt |S | tkr$t| S | |S N)r   ndarrayrA   slice)indexer_typer8   r   r   r   convert_nested_indexerF  s
    

zQTestMultiIndexLoc.test_loc_getitem_nested_indexer.<locals>.convert_nested_indexerr   rd   rt   r9   ZDatar   r(   rM   r   r   r   c                 3   s   | ]\}} ||V  qd S r   r   )r   r   r   r   r   r   	<genexpr>Y  s   zDTestMultiIndexLoc.test_loc_getitem_nested_indexer.<locals>.<genexpr>zas an indexer is not supportedrQ   )r   r   r1   r   namer   )r   rm   r   r   r   r   tuplezipsetrT   rU   	TypeErrorr$   r   r=   r_   )r)   r   r   r   r   r   r,   r8   typesindexerrb   rF   r   r   r   test_loc_getitem_nested_indexer;  s*    ,z1TestMultiIndexLoc.test_loc_getitem_nested_indexerc                 C   sH   t ddg}|ddg|d}d|jd< |ddg|d}t|| d S )Nr   rY   r   rY   r   r   r   r   r   )r   from_tuplesr$   r=   Zassert_equal)r)   Zframe_or_seriesmiobjrF   r   r   r   )test_multiindex_loc_one_dimensional_tuplej  s
    
z;TestMultiIndexLoc.test_multiindex_loc_one_dimensional_tupler   r   r   c                 C   sP   t ddg}tddg|d}d|j|d d f< tddg|d}t|| d S )Nr   r   r   r   r   r   r   r   r   r$   r=   r>   )r)   r   r   r   rF   r   r   r   -test_multiindex_one_dimensional_tuple_columnsr  s
    z?TestMultiIndexLoc.test_multiindex_one_dimensional_tuple_columnszindexer, exp_valueN      ?r   r   c                 C   sp   t ddg}tddgddgg|ddgd	}d
|j|ddgf< tg ddd||gg|g dd	}t|| d S )Nr   r   r1   r   r   r   r1   r   r   r   r   r   r   )r   r   r   r   r   r   r   r   r   )r)   r   Z	exp_valuer   r,   rF   r   r   r   )test_multiindex_setitem_columns_enlarging{  s    z;TestMultiIndexLoc.test_multiindex_setitem_columns_enlargingc                 C   s   t tjdddtddgg}td|d}td|d d d}tj||gdd}| }|jd	d
 }t	
|| t||d}|jd	d
 }t	
|| tj|||jgdd}|jd	d
 }t	
|| d S )NZ20110101r   periodsr   r   r   r   rz   z
2011-01-01z
2011-01-02r   r   )r   rm   pd
date_ranger   r   concatr%   r$   r=   r>   r   r^   r   )r)   ZmidxZser1ser2r,   rF   rb   r   r   r   "test_sorted_multiindex_after_union  s    z4TestMultiIndexLoc.test_sorted_multiindex_after_unionc                 C   st   t ttdtdtdgdgd}|jtjd d dd d f  }t ttdtdgdgd}t|| d S )Nabcdr   ZValr   r   )	r   r   rm   r&   r$   r   Zs_r=   r>   )r)   r,   rE   rF   r   r   r   test_loc_no_second_level_index  s    z0TestMultiIndexLoc.test_loc_no_second_level_indexc                 C   s^   t g dg dg dg dd}tjtdd |jd  W d    n1 sP0    Y  d S )	Nr   )r   r   r   )r   hrv   )rw   r   l)r   )r   r   r   r   )r   r1   z(1, 4)rQ   )r   r   r1   )r   rT   rU   rV   r$   rW   r   r   r   test_loc_multi_index_key_error  s    z0TestMultiIndexLoc.test_loc_multi_index_key_error)%__name__
__module____qualname__r-   rG   rX   rc   rs   ru   r   r   r   rT   markparametrizer   r   r   r   r   r   r&   r   r   r   r   r   r   r   r   r   r   nanr   r   r   r   r   r   r   r   r   #   sB   

,
	)

r   zindexer, posrY   r   DEr   r   bahc                 C   s   t jg dg dgddgd}ttjddd|d	 }|j| }|jd
kr| g krtj	t
t| d |j|   W d    q1 s0    Y  nd| td ddgfkrtj	t
dd |j|   W d    q1 s0    Y  n|j|  }t|| d S )Nre   r   r	   r
   oner!   r;   rg   rt   r9   r   r   rQ   r   r   z'bah')r   rm   r   r   r   r@   r?   sizerT   rU   rV   r   r$   r   r=   r_   )r   r   idxra   rF   rb   r   r   r   7test_loc_getitem_duplicates_multiindex_missing_indexers  s    
**
r   columns_indexerc                 C   s   t g dddgf}ttjddtd|d}|jdd	d
}ttd|	g d d}|j
d d | f }t|| d S )Nr   alphabetar   r   r   r   r   r   r   )levelr{   )r   rm   r   r   r   r   r   r'   r@   r^   r$   r=   r>   )r   Zmulti_indexr,   rF   rb   r   r   r   4test_loc_getitem_duplicates_multiindex_empty_indexer  s    r   c                  C   sL   t tjtjgddggtddgddgd} | jd }tj}||ksHJ d S )	Nmeanmedianfunctsr   )r   r   functionr   rP   )r   r   )r   r   r   r   r   r   r$   r,   rb   rF   r   r   r   =test_loc_getitem_duplicates_multiindex_non_scalar_type_object  s    
r   c                  C   sp   t tdtdtjddtjdddddg} | jd }| jdd d f }t	|| d S )NrM   r   r   r   r   )r   r   )
r   r   r   r   r   r   r<   r$   r=   r_   )r,   rF   rb   r   r   r   !test_loc_getitem_tuple_plus_slice  s    
r   c                 C   s8   | }|j d }|dd  }|jd|_t|| d S )Nr   r   )r$   r   r}   r=   r>   )r   r,   rb   rF   r   r   r   test_loc_getitem_int  s
    
r   c                 C   s@   | }t jtdd |jd  W d    n1 s20    Y  d S )Nz^3$rQ   r   )rT   rU   rV   r$   )r   r,   r   r   r   %test_loc_getitem_int_raises_exception  s    r   c                 C   sh   | }t jtdd |jd  W d    n1 s20    Y  d|jd< d}| jd }||ksdJ d S )Nz^\('bar', 'three'\)$rQ   ))r	   threer"   r   )rT   rU   rV   r$   r@   )r*   r,   rF   rb   r   r   r    test_loc_getitem_lowerdim_corner  s    (
r   c                  C   s   t dtdtdgdgd} d| d< | j| jd d df< tt	| d t	| j t tj
tdtg d	d} |  }td| jd d d
f< td|jd d df< t| | d S )NstringabcdZMain)Zanotherr   r   r   labelsr1   ))rY   1)rY   2)r"   r   r"   r   )r   r&   r   rm   r   r$   r=   assert_numpy_array_equalr   Zasarrayr   r'   r   r%   r   r?   r>   )r,   rF   r   r   r   $test_loc_setitem_single_column_slice"  s"    r  c              
   C   s   ddt jfddt jfddt jfddt jfdddd	t jfdd
t jfg}tt dtg dtj|g ddd}|jd jd }tt dtt jg| sdndddtg dd}t	|| d S )NzGood Thingsrf   Rz
Bad ThingsT)Okay ThingsNr"   )r  r  r   r  r"   r   )rL   r1   )Zd1Zd2Zd3Zd4)u1u2u3r;   rP   r   objectzstring[pyarrow_numpy]r  )r:   r   r   )
r   r   r   Zonesr   r   r   r$   r=   r>   )Zusing_infer_stringZtupsr,   rb   rF   r   r   r   test_loc_nan_multiindex9  s2    









	r
  c                  C   s   t jdddd} d}tj| |fdd}t|dd	}|jd
 }|j| d dfdf }t|s`J t|snJ |jd
 }t|sJ d S )N2013Q1Z2013Q4Q)freq)W  i  i  )ZPeriodZCVRr;   )	OMSZOMKZRESZ	DRIFT_INDZ
OEVRIG_INDZFIN_INDZVARE_UDZLOEN_UDZFIN_UDr   ))r  r  r  r   r  r  )r   Zperiod_ranger   rm   r   r$   r   isnan)r   rv   r   r,   rb   Zaltr   r   r   test_loc_period_string_indexingW  s    

r  c                  C   s   t ddg} tj| | gddgd}tddgdd	gd
dgddgg|ddgd}|j| d |jddkfdf }tdgdtj	t 
dt 
dfgddgdd}t|| d S )Nz
2017-05-04z
2017-05-05ZIdx1ZIdx2r;   r   r   r   r1   r   r   r#   ZC1ZC2rC   r   r(   r   r   )r   to_datetimer   rm   r   r$   r   Zget_level_valuesr   r   	Timestampr=   r_   )Zdt_idxZm_idxr,   rb   rF   r   r   r   test_loc_datetime_mask_slicingw  s    ""r  c                  C   sP   t d} tdtjd| fgddgddd}|jd d | gf }t|| d S )N2000r   r   r   r;   r   )r   r   )r   r  r   r   r   r$   r=   r_   )datera   rb   r   r   r   &test_loc_datetime_series_tuple_slicing  s    
r  c                  C   s   t ddgddgddgddggtjg ddd	gd
ddgd} tjddgdd	gd
}| j|d d f }t ddgddgddggtjg ddd	gd
ddgd}t|| d S )Nr   r   r   r   r   r   )r   )r   r   r   r   r  r   r  r;   authorZpricer  r   r  )r   r  r  r   )r   r   r   r$   r=   r>   )r,   r   rb   rF   r   r   r   test_loc_with_mi_indexer  s    r  c                  C   s   t jdddd} ttd| d}| }| |d< |jddd	}|jjd
ksNJ |j| d  |j	| d  }|j
dg d }t|| |d }|jjd
ksJ |j	| d  }|j
dg d }t|| d S )Nz
2016-01-01r   z
US/Pacific)r   tzr   r   r   T)append)Nr   )r   r   r   r'   Zto_framer<   r   r   get_locr$   r?   r}   r=   r>   r_   )Zdtira   r,   df2rb   rF   r   r   r   r   test_loc_mi_with_level1_named_0  s    r   c                  C   s   t g dg dg dg dg dg dgddd	} | d
dg }|jdtdfd d f d}|jd jtdd d f }t|| d S )N)z20160525 13:30:00.023MSFT51.95r"  )z20160525 13:30:00.048ZGOOGz720.50z720.93)z20160525 13:30:00.076AAPLz98.55z98.56)z20160525 13:30:00.131r#  98.6198.62)20160525 13:30:00.135r!  z51.92r"  )r&  r#  r$  r%  ztime,ticker,bid,ask,r   Ztickertimer#  z2016-05-25 13:30:00r   )	r   splitr<   r@   r$   r   r}   r=   r>   )r,   r  rE   rF   r   r   r   test_getitem_str_slice  s     r*  c                  C   sl   t jg dddd} g d}g d}t| ||g}ttd|tjd}|j| d	 d
df }|dkshJ d S )N)z20181101 1100z20181101 1200z20181102 1300z20181102 1400datetimer   )r   r  )rY   rY   ZW)r"   rf   r  Fr1   rl   r   rY   r"   g        )	r   ZPeriodIndexr   rB   r   r'   r   rn   r$   )piZlev2Zlev3r   ra   rb   r   r   r   !test_3levels_leading_period_index  s    r0  c                   @   s$   e Zd Zdd Zdd Zdd ZdS )TestKeyErrorsWithMultiIndexc                 C   sh   t tdddg dd}|ddg}tjtdd	 |jd
  W d    n1 sZ0    Y  d S )Nr3   r1   r   re   r   rY   r"   r   rQ   r   r   )	r   r   r   r   r<   rT   rU   rV   r$   )r)   r,   r  r   r   r   !test_missing_keys_raises_keyerror  s    z=TestKeyErrorsWithMultiIndex.test_missing_keys_raises_keyerrorc                 C   sX   t dtddggd d}tjtdd |jd  W d    n1 sJ0    Y  d S )	Nr   r   r   r   r   z\(0, 3\)rQ   )r   r   )r   r   rm   rT   rU   rV   r$   )r)   ra   r   r   r   !test_missing_key_raises_keyerror2  s    z=TestKeyErrorsWithMultiIndex.test_missing_key_raises_keyerror2c                 C   s(  t jtg dtg dtg dgg dd}ttjdd|d}d	}tjt	|d
, |j
ddtd fd d f  W d    n1 s0    Y  tjt	|d
& |jddtd f W d    n1 s0    Y  tjt	dd
" |j
dd d f  W d    n1 s0    Y  d S )Nr   r   r   r   )r   r   r   3)r   r   r   r   )r   r!   r   r;   r   r1   r   r   z'\('b', '1', slice\(None, None, None\)\)rQ   r   r   z\('b', '1'\))r   r   )r   rB   r   rA   r   r   r   rT   rU   rV   r$   r   r   Zget_locs)r)   r   r,   msgr   r   r   test_missing_key_combination  s    :4z8TestKeyErrorsWithMultiIndex.test_missing_key_combinationN)r   r   r   r3  r4  r9  r   r   r   r   r1    s   r1  c                 C   s2   | }|d }|d }|j d d }t|| d S )NrY   )r\   r   )r$   r=   r_   )r`   r,   ra   rb   rF   r   r   r   test_getitem_loc_commutability	  s
    r:  c                  C   s   t g dddtjgg ddddg} | jdg }t dd	gitjd
gddgdd}t|| | jd }t dd	git	d	gddd}t|| d S )N)r   r   r   r   r   )r   r1   r   )r6   ind1ind2r;  r<  r6   r   )r   r   r;   r   r   )
r   r   r   r<   r$   r   r   r=   r>   r   r   r   r   r   test_loc_with_nan  s    
r>  c                  C   s\   t g dgg ddg d} tjtdd | jd  W d    n1 sN0    Y  d S )Nr   r   r   r   z\(2\.0, 2\.0, 3\.0\)rQ   )       @r?        @)r   r<   rT   rU   rV   r$   r,   r   r   r   test_getitem_non_found_tuple!  s
    rB  c                  C   s   t jddd} t| g}|dtddd ks4J | dtddd ksNJ |d d d d}| d d d d}||ksJ |dd}| dd}||ksJ ||d}| | d}t	|
 d | d S )Nz
2001-01-01d   r   z2001-01r      r   )r   r   r   rB   r  r   repeatr  r=   r   Znonzero)r   r   r$   rF   r   r   r   test_get_loc_datetime_index*  s    rF  c                  C   s   t ddgddgg} tddgddgdd	gd
dgg| d}dddgf}tddgddgg|j|d d f< tddgddgdd	gd
dgg| d}t|| d S )Nr   r   r   r   r   r   r1   r   r   r#   rL   r   rg   rM   r4   r3   )r   rm   r   r   rA   r$   r=   r>   )r   r,   r   rF   r   r   r   ,test_loc_setitem_indexer_differently_ordered@  s    $$$rG  c                  C   s   t ddgddgddgddggg d	g d
gddgd} | jtd ddgfd d f }t ddgddgddgddggg dg dgddgd}t|| d S )Nr   r   r   r1   r   r   r#   rL   r5  r   r   r   r   r   r   r   )r   r   r   r   )r   r   r   r   )r   r$   r   r=   r>   r   r   r   r   5test_loc_getitem_index_differently_ordered_slice_noneK  s    rI  r   )r   r   r#   r   r   r   rL   r#   )r   r   r#   r   r   rL   c                 C   s   t dgd tg ddgd}|jtd | fd d f }t dgd g dg dgdgd}t|| |j|jj| ddd d f }t|| d S )	Nr   rL   )r  r   )r   r#   r2  r   )r   r   )r   rL   )r   r#   r   r   )r   r   r   r   r   r   r   r   )r   r   r   r#   r#   r   r   rL   )r   )	r   r   r   r$   r   r=   r>   r   isin)r   r,   rb   rF   r   r   r   @test_loc_getitem_index_differently_ordered_slice_none_duplicates[  s     rK  c                  C   s   t jdgdgdggg dd} tddgi| d}|dd	g}|jdd d df }t|| tdg| d}|jdd d df }tdgtdgd
dd}t	|| d S )Nro   rp   zr   r;   r   r   r   r   r   r=  )
r   rB   r   r}   r$   r=   r>   r   r   r_   )r   r,   rF   rb   ra   r   r   r   3test_loc_getitem_drops_levels_for_one_row_dataframeq  s    rM  c                  C   sj   t g dddgg} ttd| d}|jd d ddgf }ttdt g d	d}t|| d S )
Nre   r   r   r   r   r"   rY   )r   r1   ))r"   r   )r"   r   )rY   r   )rY   r   )	r   rm   r   r   Zzerosr$   r   r=   r>   )colsr,   rb   rF   r   r   r   $test_mi_columns_loc_list_label_order  s    rO  c                  C   s   t tddg dg dgg dg dgd} dd	g| j_d
dg| j_tjt	dd" | j
ddgdf  W d    n1 s0    Y  d S )Nr3   r7  r5  rH  )OhiorP  Colorado)GreenRedrR  r   key1key2statecolorz\[2\] not in indexrQ   r   r   rQ  )r   r   r   r   r   r   r(   rT   rU   rV   r$   )r+   r   r   r   $test_mi_partial_indexing_list_raises  s    rX  c                  C   sb   t tdtddgddggd} tjtdd | jd	d
g  W d    n1 sT0    Y  d S )Nr1   r   r   r   r   r   z\['not' 'found'\] not in indexrQ   notfound)r   r'   r   rm   rT   rU   rV   r$   )r   r   r   r   (test_mi_indexing_list_nonexistent_raises  s    "r[  c                  C   s   t g dg dgddgtddgddggd} d	| jd
< d| jd< d| jd< t g dg dg ddtjtjtjggg dtddgddggd}t| | d S )N)r   r   r   r   )r   r1   r#   rL   r   r   r   rY   r"   r   r   r   r   )r   r   rY   )r   r\  )r   r?  g      @g      @)r@  r2   g      @g       @)r@  g      r   r   r@  )r   r   r   r   )r   r   rm   r$   r   r   r=   r>   )rb   rF   r   r   r   'test_mi_add_cell_missing_row_non_unique  s$    



r]  c                  C   s   t dddtjdgdggddgdd	} | jd
 }|dks>J t|tjsNJ | jdgdf jd }|dkspJ t|tjsJ d S )Nr   r   r   r   r1   r   r   r;   r   )r   r   r   r   r   )r   r   rB   r$   
isinstancer   rt   r?   )r,   rb   r   r   r   $test_loc_get_scalar_casting_to_float  s     
r_  c                  C   sf   t jddgddggddgd} t| tjd}|jd }ttjtjgtddgdd	d
}t	|| d S )Nr   r   rY   r"   r   r   r;   rl   r=  r   )
r   rm   r   r   rn   r$   r   r   r=   r_   )r   s2rb   rF   r   r   r   )test_loc_empty_single_selector_with_names  s
    
 ra  c                  C   sf   t g dg dtdd} | ddg} tjtdd | jd	  W d    n1 sX0    Y  d S )
N)rC  rC     rb  ,  rc  )rM   rM   r      rD  !   r   re   rY   r"   z^1$rQ   )rC  r   )r   r'   r<   rT   rU   rV   r$   rA  r   r   r   'test_loc_keyerror_rightmost_key_missing  s    rf  c                  C   s8   t ddg} tddg| d}|jd }|dks4J d S )Nr   )r   )r1   r   r   r   r   )r   r   r   r$   )r   ra   rb   r   r   r   *test_multindex_series_loc_with_tuple_label  s    
rg  )8numpyr   rT   Zpandas.errorsr   r   Zpandasr   r   r   r   r   Zpandas._testingZ_testingr=   Zfixturer   r   r   r   r   r   Z
IndexSlicer   r   r   r   r   r   r   r  r
  r  r  r  r  r   r*  r0  r1  r:  r>  rB  rF  rG  rI  rK  rM  rO  rX  r[  r]  r_  ra  rf  rg  r   r   r   r   <module>   sv   

   

 

 $	
	